{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Maxpooling Layer\n",
    "\n",
    "In this notebook, we add and visualize the output of a maxpooling layer in a CNN. \n",
    "\n",
    "A convolutional layer + activation function, followed by a pooling layer, and a linear layer (to create a desired output size) make up the basic layers of a CNN.\n",
    "\n",
    "<img src='notebook_ims/CNN_all_layers.png' height=50% width=50% />"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import the image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4a7656f908>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# TODO: Feel free to try out your own images here by changing img_path\n",
    "# to a file path to another image on your computer!\n",
    "img_path = 'data/udacity_sdc.png'\n",
    "\n",
    "# load color image \n",
    "bgr_img = cv2.imread(img_path)\n",
    "# convert to grayscale\n",
    "gray_img = cv2.cvtColor(bgr_img, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# normalize, rescale entries to lie in [0,1]\n",
    "gray_img = gray_img.astype(\"float32\")/255\n",
    "\n",
    "# plot image\n",
    "plt.imshow(gray_img, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define and visualize the filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filter shape:  (4, 4)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "## TODO: Feel free to modify the numbers here, to try out another filter!\n",
    "filter_vals = np.array([[-1, -1, 1, 1], [-1, -1, 1, 1], [-1, -1, 1, 1], [-1, -1, 1, 1]])\n",
    "\n",
    "print('Filter shape: ', filter_vals.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filter 1: \n",
      " [[-1 -1  1  1]\n",
      " [-1 -1  1  1]\n",
      " [-1 -1  1  1]\n",
      " [-1 -1  1  1]]\n"
     ]
    }
   ],
   "source": [
    "# Defining four different filters, \n",
    "# all of which are linear combinations of the `filter_vals` defined above\n",
    "\n",
    "# define four filters\n",
    "filter_1 = filter_vals\n",
    "filter_2 = -filter_1\n",
    "filter_3 = filter_1.T\n",
    "filter_4 = -filter_3\n",
    "filters = np.array([filter_1, filter_2, filter_3, filter_4])\n",
    "\n",
    "# For an example, print out the values of filter 1\n",
    "print('Filter 1: \\n', filter_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define convolutional and pooling layers\n",
    "\n",
    "You've seen how to define a convolutional layer, next is a:\n",
    "* Pooling layer\n",
    "\n",
    "In the next cell, we initialize a convolutional layer so that it contains all the created filters. Then add a maxpooling layer, [documented here](http://pytorch.org/docs/stable/_modules/torch/nn/modules/pooling.html), with a kernel size of (2x2) so you can see that the image resolution has been reduced after this step!\n",
    "\n",
    "A maxpooling layer reduces the x-y size of an input and only keeps the most *active* pixel values. Below is an example of a 2x2 pooling kernel, with a stride of 2, appied to a small patch of grayscale pixel values; reducing the x-y size of the patch by a factor of 2. Only the maximum pixel values in 2x2 remain in the new, pooled output.\n",
    "\n",
    "<img src='notebook_ims/maxpooling_ex.png' height=50% width=50% />"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (conv): Conv2d(1, 4, kernel_size=(4, 4), stride=(1, 1), bias=False)\n",
      "  (pool): MaxPool2d(kernel_size=2, stride=2, padding=0, dilation=1, ceil_mode=False)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "    \n",
    "# define a neural network with a convolutional layer with four filters\n",
    "# AND a pooling layer of size (2, 2)\n",
    "class Net(nn.Module):\n",
    "    \n",
    "    def __init__(self, weight):\n",
    "        super(Net, self).__init__()\n",
    "        # initializes the weights of the convolutional layer to be the weights of the 4 defined filters\n",
    "        k_height, k_width = weight.shape[2:]\n",
    "        # assumes there are 4 grayscale filters\n",
    "        self.conv = nn.Conv2d(1, 4, kernel_size=(k_height, k_width), bias=False)\n",
    "        self.conv.weight = torch.nn.Parameter(weight)\n",
    "        # define a pooling layer\n",
    "        self.pool = nn.MaxPool2d(2, 2)\n",
    "\n",
    "    def forward(self, x):\n",
    "        # calculates the output of a convolutional layer\n",
    "        # pre- and post-activation\n",
    "        conv_x = self.conv(x)\n",
    "        activated_x = F.relu(conv_x)\n",
    "        \n",
    "        # applies pooling layer\n",
    "        pooled_x = self.pool(activated_x)\n",
    "        \n",
    "        # returns all layers\n",
    "        return conv_x, activated_x, pooled_x\n",
    "    \n",
    "# instantiate the model and set the weights\n",
    "weight = torch.from_numpy(filters).unsqueeze(1).type(torch.FloatTensor)\n",
    "model = Net(weight)\n",
    "\n",
    "# print out the layer in the network\n",
    "print(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize the output of each filter\n",
    "\n",
    "First, we'll define a helper function, `viz_layer` that takes in a specific layer and number of filters (optional argument), and displays the output of that layer once an image has been passed through."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# helper function for visualizing the output of a given layer\n",
    "# default number of filters is 4\n",
    "def viz_layer(layer, n_filters= 4):\n",
    "    fig = plt.figure(figsize=(20, 20))\n",
    "    \n",
    "    for i in range(n_filters):\n",
    "        ax = fig.add_subplot(1, n_filters, i+1)\n",
    "        # grab layer outputs\n",
    "        ax.imshow(np.squeeze(layer[0,i].data.numpy()), cmap='gray')\n",
    "        ax.set_title('Output %s' % str(i+1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the output of a convolutional layer after a ReLu activation function is applied.\n",
    "\n",
    "#### ReLu activation\n",
    "\n",
    "A ReLu function turns all negative pixel values in 0's (black). See the equation pictured below for input pixel values, `x`. \n",
    "\n",
    "<img src='notebook_ims/relu_ex.png' height=50% width=50% />"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4a71a00080>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4a71a00160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4a3edf1390>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot original image\n",
    "plt.imshow(gray_img, cmap='gray')\n",
    "\n",
    "# visualize all filters\n",
    "fig = plt.figure(figsize=(12, 6))\n",
    "fig.subplots_adjust(left=0, right=1.5, bottom=0.8, top=1, hspace=0.05, wspace=0.05)\n",
    "for i in range(4):\n",
    "    ax = fig.add_subplot(1, 4, i+1, xticks=[], yticks=[])\n",
    "    ax.imshow(filters[i], cmap='gray')\n",
    "    ax.set_title('Filter %s' % str(i+1))\n",
    "\n",
    "    \n",
    "# convert the image into an input Tensor\n",
    "gray_img_tensor = torch.from_numpy(gray_img).unsqueeze(0).unsqueeze(1)\n",
    "\n",
    "# get all the layers \n",
    "conv_layer, activated_layer, pooled_layer = model(gray_img_tensor)\n",
    "\n",
    "# visualize the output of the activated conv layer\n",
    "viz_layer(activated_layer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize the output of the pooling layer\n",
    "\n",
    "Then, take a look at the output of a pooling layer. The pooling layer takes as input the feature maps pictured above and reduces the dimensionality of those maps, by some pooling factor, by constructing a new, smaller image of only the maximum (brightest) values in a given kernel area.\n",
    "\n",
    "Take a look at the values on the x, y axes to see how the image has changed size.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4a3ab99b70>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize the output of the pooling layer\n",
    "viz_layer(pooled_layer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "widgets": {
   "state": {},
   "version": "1.1.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
